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Papers Benchmarks Datasets Tasks

Safety Classification research benchmarks – Page 2 · SOTA2 Research

Safety Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AegisSafetyTest V2

87F1 Score

14

May 29, 2026

AegisSafety V1 (test)

92F1 Score

14

Feb 26, 2026

0.96F1 Score

14

Feb 26, 2026

IBM Granite Guardian 3.1

94Recall

14

Feb 26, 2026

SimpleSafetyTests

IBM Granite Guardian 3.2

100Recall

14

Feb 26, 2026

Safety OOD (holdout)

76.7F1 Score

12

Jun 25, 2026

Pre-Ex-Bench (test)

92.96Accuracy

12

Jun 2, 2026

ASSEBench (test)

89.97Accuracy

12

Jun 2, 2026

Gradient-Controlled Decoding (GCD)

99.9F1 Score

12

Jun 26, 2026

HarmBench (test)

100F1 Score

12

Apr 23, 2026

100Policy L1 Success Rate

11

Mar 4, 2026

ToxicChat (out-of-distribution)

Multi-head self-attn

72.88F1 Score

11

Feb 26, 2026

DynaBench (test)

75.8F1 Score

10

Jun 1, 2026

CoSApien (test)

94.6F1 Score

10

Jun 1, 2026

SingGuard-Bench Attack

94.01Accuracy

9

Jun 23, 2026

SingGuard-Bench Multimodal

99.46Accuracy

9

Jun 23, 2026

SingGuard-Bench Image

89.48Accuracy

9

Jun 23, 2026

86.5F1 Score

9

Feb 26, 2026

WildGuardMix-p (test)

93.2F1 Score

9

Feb 26, 2026

83.1F1 Score

8

Jun 1, 2026

DiaSafety (test)

66.98AUROC

8

Feb 26, 2026

0.936Recall

8

Feb 26, 2026

GuardSet (test)

96.26Accuracy (Harmless)

7

Apr 10, 2026

Bloom safety filter benchmark 100 examples (corrected) (test)

Bloom Safety Filter

100Accuracy

7

Mar 5, 2026

Bloom safety filter benchmark 100 examples (test)

Bloom Safety Filter

100Accuracy

7

Mar 5, 2026

Page 2 of 4

Popular datasets

Safety Evaluation Scenarios ToxicChat XSTest, OpenAI, ToxicC., BeaverT., RTP-LX, XSafety WildGuardMix XSTest

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